{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# ARIMA MODELS"
      ],
      "metadata": {
        "nteract": {
          "transient": {
            "deleting": false
          }
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### An autoregressive integrated moving average, or ARIMA, is a statistical analysis model that uses time series data to either better understand the data set or to predict future trends. A statistical model is autoregressive if it predicts future values based on past values. (Investopedia)"
      ],
      "metadata": {
        "nteract": {
          "transient": {
            "deleting": false
          }
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import time\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "# yahoo_finance is used to fetch data \n",
        "import yfinance as yf\n",
        "yf.pdr_override()"
      ],
      "outputs": [],
      "execution_count": 1,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:11:59.596Z",
          "iopub.execute_input": "2021-06-11T01:11:59.601Z",
          "iopub.status.idle": "2021-06-11T01:12:00.355Z",
          "shell.execute_reply": "2021-06-11T01:12:00.381Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# input\n",
        "symbol = 'AMD'\n",
        "start = '2014-01-01'\n",
        "end = '2018-08-27'\n",
        "\n",
        "# Read data \n",
        "df = yf.download(symbol,start,end)\n",
        "\n",
        "# View Columns\n",
        "df.head()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[*********************100%***********************]  1 of 1 completed\n"
          ]
        },
        {
          "output_type": "execute_result",
          "execution_count": 2,
          "data": {
            "text/plain": "            Open  High   Low  Close  Adj Close    Volume\nDate                                                    \n2014-01-02  3.85  3.98  3.84   3.95       3.95  20548400\n2014-01-03  3.98  4.00  3.88   4.00       4.00  22887200\n2014-01-06  4.01  4.18  3.99   4.13       4.13  42398300\n2014-01-07  4.19  4.25  4.11   4.18       4.18  42932100\n2014-01-08  4.23  4.26  4.14   4.18       4.18  30678700",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Open</th>\n      <th>High</th>\n      <th>Low</th>\n      <th>Close</th>\n      <th>Adj Close</th>\n      <th>Volume</th>\n    </tr>\n    <tr>\n      <th>Date</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2014-01-02</th>\n      <td>3.85</td>\n      <td>3.98</td>\n      <td>3.84</td>\n      <td>3.95</td>\n      <td>3.95</td>\n      <td>20548400</td>\n    </tr>\n    <tr>\n      <th>2014-01-03</th>\n      <td>3.98</td>\n      <td>4.00</td>\n      <td>3.88</td>\n      <td>4.00</td>\n      <td>4.00</td>\n      <td>22887200</td>\n    </tr>\n    <tr>\n      <th>2014-01-06</th>\n      <td>4.01</td>\n      <td>4.18</td>\n      <td>3.99</td>\n      <td>4.13</td>\n      <td>4.13</td>\n      <td>42398300</td>\n    </tr>\n    <tr>\n      <th>2014-01-07</th>\n      <td>4.19</td>\n      <td>4.25</td>\n      <td>4.11</td>\n      <td>4.18</td>\n      <td>4.18</td>\n      <td>42932100</td>\n    </tr>\n    <tr>\n      <th>2014-01-08</th>\n      <td>4.23</td>\n      <td>4.26</td>\n      <td>4.14</td>\n      <td>4.18</td>\n      <td>4.18</td>\n      <td>30678700</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 2,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:12:00.363Z",
          "iopub.execute_input": "2021-06-11T01:12:00.370Z",
          "iopub.status.idle": "2021-06-11T01:12:01.142Z",
          "shell.execute_reply": "2021-06-11T01:12:01.216Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.info()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "DatetimeIndex: 1171 entries, 2014-01-02 to 2018-08-24\n",
            "Data columns (total 6 columns):\n",
            " #   Column     Non-Null Count  Dtype  \n",
            "---  ------     --------------  -----  \n",
            " 0   Open       1171 non-null   float64\n",
            " 1   High       1171 non-null   float64\n",
            " 2   Low        1171 non-null   float64\n",
            " 3   Close      1171 non-null   float64\n",
            " 4   Adj Close  1171 non-null   float64\n",
            " 5   Volume     1171 non-null   int64  \n",
            "dtypes: float64(5), int64(1)\n",
            "memory usage: 64.0 KB\n"
          ]
        }
      ],
      "execution_count": 5,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:12:06.530Z",
          "iopub.execute_input": "2021-06-11T01:12:06.536Z",
          "iopub.status.idle": "2021-06-11T01:12:06.547Z",
          "shell.execute_reply": "2021-06-11T01:12:06.551Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df['Adj Close'].describe()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 3,
          "data": {
            "text/plain": "count    1171.000000\nmean        7.000196\nstd         4.860349\nmin         1.620000\n25%         2.705000\n50%         4.270000\n75%        11.550000\nmax        23.980000\nName: Adj Close, dtype: float64"
          },
          "metadata": {}
        }
      ],
      "execution_count": 3,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:12:03.094Z",
          "iopub.execute_input": "2021-06-11T01:12:03.101Z",
          "iopub.status.idle": "2021-06-11T01:12:03.114Z",
          "shell.execute_reply": "2021-06-11T01:12:03.118Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(1, figsize=(16,12))\n",
        "_= plt.plot(df['Adj Close'])"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1152x864 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 4,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:12:04.430Z",
          "iopub.execute_input": "2021-06-11T01:12:04.434Z",
          "iopub.status.idle": "2021-06-11T01:12:04.533Z",
          "shell.execute_reply": "2021-06-11T01:12:04.601Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = df[['Adj Close']].copy()"
      ],
      "outputs": [],
      "execution_count": 6,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:12:08.636Z",
          "iopub.execute_input": "2021-06-11T01:12:08.640Z",
          "iopub.status.idle": "2021-06-11T01:12:08.647Z",
          "shell.execute_reply": "2021-06-11T01:12:08.651Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from statsmodels.tsa.stattools import adfuller\n",
        "\n",
        "result = adfuller(df['Adj Close'].dropna())\n",
        "print(\"ADF Statistic: %s \" % result[0])\n",
        "print(\"p-value: %s \" % result[1])"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "ADF Statistic: 2.0315945065961882 \n",
            "p-value: 0.9987126246414197 \n"
          ]
        }
      ],
      "execution_count": 19,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:18:38.941Z",
          "iopub.execute_input": "2021-06-11T01:18:38.947Z",
          "iopub.status.idle": "2021-06-11T01:18:38.972Z",
          "shell.execute_reply": "2021-06-11T01:18:38.976Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from statsmodels.graphics.tsaplots import plot_acf\n",
        "\n",
        "fig, (ax1, ax2) = plt.subplots(1 , 2, figsize=(16,4))\n",
        "\n",
        "ax1.plot(df['Adj Close'])\n",
        "ax1.set_title('Original')\n",
        "plot_acf(df['Adj Close'], ax=ax2)"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 23,
          "data": {
            "text/plain": "<Figure size 1152x288 with 2 Axes>",
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1152x288 with 2 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 23,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:21:43.716Z",
          "iopub.execute_input": "2021-06-11T01:21:43.720Z",
          "shell.execute_reply": "2021-06-11T01:21:43.963Z",
          "iopub.status.idle": "2021-06-11T01:21:43.959Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "diff = df['Adj Close'].diff().dropna()\n",
        "\n",
        "fig, (ax1, ax2) = plt.subplots(1 , 2, figsize=(16,4))\n",
        "\n",
        "ax1.plot(diff)\n",
        "ax1.set_title('First Difference')\n",
        "plot_acf(diff, ax=ax2)"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 24,
          "data": {
            "text/plain": "<Figure size 1152x288 with 2 Axes>",
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1152x288 with 2 Axes>",
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6AAAAEICAYAAABBFZkbAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABZ/UlEQVR4nO3dd3gc1dUG8PdoJdlykavciwwYFwxuAmOqwTTTk9BMqCGBJEBCvhCCgVBDTyEEAiEUJ4TQO5gOBkxxxTbYxti4yk0uclXfPd8fM7OanZ1t2tmi3ff3PH6snZ2duTO70s6Zc++5oqogIiIiIiIiSrWCTDeAiIiIiIiI8gMDUCIiIiIiIkoLBqBERERERESUFgxAiYiIiIiIKC0YgBIREREREVFaMAAlIiIiIiKitGAASnlPRHaLyF4Z3P+PReRd2+NDRWSZ2a7TRaSniHwiIrtE5M+ZaicRERElTkQuEpEZSbz+LRG50Ms2EWUSA1DKGyKySkRqzcDO+tdHVTuo6ooWbG+CiFTGWGeqiDSYweMuEflGRO4UkU7WOqr6lKoeZ3vZrQAeMNv1CoBLAWwBUKqqv020nURERNlORKaLSLWItEngNSoi+6SyXekmIjeLyH/ty1R1kqr+O1NtIvIaA1DKN6eYgZ31b320lUXE58E+71HVjgDKAFwM4GAAn4lI+wjrDwSwyPF4sapqojsWkcJEX0NERJROIlIO4HAACuDUzLYmOrfvVX7XEiWGASjlPfsdVDNj+ZCITBORPQCOEpETRWSxmcFcJyJXm8HjWwD62LOp0fajqnWqOhvGl2s3GMFoSNccEfkewF4AXje3+TSACwFcYz4+RkQKRORaEfleRLaKyHMi0tV8fbl5PJeIyBoAH5rLfyIiS8y7y++IyEDH8f/c7Pa7XUQeFBGxPf8z87W7zPMwxlzeR0ReFJHNIrJSRH7lyRtCRET55gIAXwKYCuM7D0AwK/pT22P79+Un5uIF5vfj2ebyn4nIchHZJiKv2b+bRWQ/EXnPfG6TiFxnLm8jIveJyHrz331WJtbq7SQivxeRjQCeMLOUL4jIf0VkJ4CLRKSTiDwmIhvMa4U/RrqJLSJ/E5G1IrJTROaKyOHm8hMAXAfgbPOYFjjPg3kNcIOIrBaRKhH5j9WrynYNcKGIrBGRLSJyfdLvDpHHGIAShTsXwO0AOgKYAeAxAJeZWcwRAD5U1T0AJgFYH2821aKquwC8B+Nur/O5vQGsQXOmdjKAp2BkUTuo6vsArgRwOoAjAfQBUA3gQcemjgQwDMDxInIajC+0H8LIwn4K4GnH+icDOBDAAQDOAnA8AIjImQBuhnFxUAojeN4qIgUAXgewAEBfABMBXCUix8dzDoiIiGwugPFd9xSM762esV6gqkeYP440vx+fFZGjAdwJ43usN4DVAJ4BABHpCOB9AG/D+O7cB8AH5jauh9E7aRSAkQAOAnCDbXe9AHSF0SPpUnPZaQBeANDZbPdUAE3mdkcDOA7AT+FutrmvrgD+B+B5EWmrqm8DuAPAs+YxjXR57UXmv6Ng3LDuAOABxzqHARgC47v5RhEZFqEdRBnBAJTyzStmlm+7iLwSYZ1XVfUzVQ2oah2ARgDDRaRUVatVdZ4H7VgP44unJX4O4HpVrVTVehgB4hkS2gXoZlXdo6q15vp3quoSVW2C8eU2yp4FBXCXqm5X1TUAPoLxxQgYX573qOpsNSxX1dUwgtUyVb1VVRvMMbT/AnBOC4+JiIjykIgcBiOwe05V5wL4HsaN4Jb4MYDHVXWe+f04BcB4Mbr4ngxgo6r+2eyRtEtVZ9ped6uqVqnqZgC3ADjftt0AgJtUtd78XgWAL1T1FVUNwLhBeyKAq8zv3ioAf0WE70RV/a+qblXVJlX9M4A2MALGeI/xL6q6QlV3m8d4juMa4BZVrVXVBTBuFLsFskQZwwCU8s3pqtrZ/Hd6hHXWOh7/CMYXy2oR+VhExnvQjr4AtrXwtQMBvGwF0gCWAPADsN8xXutY/2+29bcBELMNlo22n2tg3FEFgP4wLgbc2tDHFsxvh5FljXnXmoiIyOZCAO+q6hbz8f9g64aboD4wsp4AADNA2wrj+y7S91nY68yf7cNqNps3pO2c37NFADbYvhP/CaCH287EGMqzRER2mOt2AtA9+qFFbWshQr9/I32nE2UFDpomChdS7Mcct3maiBQBuALAczC+yBIuCgQAItIBwDEwuvm2xFoAP1HVz1y2XW7+qI71b1fVp1q4r70jLF+pqoNbsE0iIiKISAmM7rI+c3wlYGQDO4vISAB7ALSzvaRXjE2uhxEMWttvD6PmwjoY31uReulYr7MKAA4wl1ncvu+d37P1ALqbPY0iMsd7XgOje+wiVQ2ISDWMG8OR9uXWVssAGF1/NwHoF+O1RFmBGVCiKESkWIx5OjupaiOAnTC64gDGH/tuYptSJca22ojIWACvwBi3+UQLm/UwgNutLrQiUmaO84y2/hQR2c9cv5M5tjMejwK4WkTGimEfc7+zAOwyizKUiIhPREaIyIEtPCYiIso/p8PowTMcxtCPUTDqF3wKY1zofAA/FJF2YhQLvMTx+k0wxkFangZwsYiMMosI3QFgpqquAvAGgN4icpX5fdxRRMbZXneD+X3aHcCNAEKmQolGVTcAeBfAn0Wk1CwUtLeIHOmyekcYAeNmAIUiciOMLrz2Yyo3ay24eRrAb0RkkHlD2xozGjXwJcomDECJYjsfwCqz0t3PYYy/gKp+C+OLYIXZ5SZSFdxrRGQXjG5A/wEwF8AhZiGjlvgbgNcAvGtu90sA4yKtrKovA7gbwDPmMXwDo4BSTKr6PIxM7f8A7IIRPHdVVT+M8TSjAKyEMU/pozC6EREREcXjQgBPqOoaVd1o/YNRVOfHMMZRNsAIyv4No9iP3c0A/m1+B59lFur7A4AXAWyA0YPnHCBYAPBYAKfA6KK6DEYhHwD4I4A5ABYC+BrAPHNZIi4AUAxgMYybzC/AKITk9A6MQkjfweg+W4fQ7rzPm/9vFRG3mhOPA3gSwCcwvn/rYBQnJGo1pAVTCxIREREREREljBlQIiIiIiIiSgsGoERERERERJQWDECJiIiIiIgoLRiAEhERERERUVpkZB7Q7t27a3l5eSZ2TUREOWju3LlbVLUs0+1ozfjdTEREXor03ZyRALS8vBxz5szJxK6JiCgHicjqTLehteN3MxEReSnSdzO74BIREREREVFaMAAlIiIiIiKitGAASkRERERERGnBAJSIiIiIiIjSggEoERERERERpQUDUCIiolZERB4XkSoR+SbC8yIi94vIchFZKCJj0tEuf0DxwZJNuP+DZfhgySb4A5qO3RIRUSuTkWlYiIiIqMWmAngAwH8iPD8JwGDz3zgAD5n/p4w/oDj/sZmYv3Y7ahv8KCn2YVT/znjyknHwFUgqd01ERK0MM6BERJQyX1fuwMLK7ZluRk5R1U8AbIuyymkA/qOGLwF0FpHeqWzT9KVVmL92O2oa/FAANQ1+zF+7HdOXVqVyt0RE1AoxACUiopQ55YEZOPWBzzLdjHzTF8Ba2+NKc1kYEblUROaIyJzNmze3eIeL1u9EbYM/ZFltgx+L1+9s8TaJiCg3MQAlIiLKU6r6iKpWqGpFWVlZi7ezX59SlBT7QpaVFPswvE9psk0kIqIcwwCUiIgot6wD0N/2uJ+5LGUmDOmBUf07wxru2c4cAzphSI9U7paIiFohBqBERES55TUAF5jVcA8GsENVN6Ryh74CwZOXjMM+PTqgX+cS/H3yaBYgIiIiV6yCS0RE1IqIyNMAJgDoLiKVAG4CUAQAqvowgGkATgSwHEANgIvT0S5fgaBLu2J0aQdMHNYzHbskIqJWiAEoERFRK6Kqk2M8rwAuT1NziIiIEsIuuERERERERJQWDECJiIiIiIgoLZIOQEWkv4h8JCKLRWSRiPzai4YRERERERFRbvFiDGgTgN+q6jwR6Qhgroi8p6qLPdg2ERERERER5YikM6CqukFV55k/7wKwBEDfZLdLREREREREucXTMaAiUg5gNICZLs9dKiJzRGTO5s2bvdwtERERERERtQKeBaAi0gHAiwCuUtWdzudV9RFVrVDVirKyMq92S0RERERERK2EJwGoiBTBCD6fUtWXvNgmERERERER5RYvquAKgMcALFHVvyTfJCIiIiIiIspFXmRADwVwPoCjRWS++e9ED7ZLREREREREOSTpaVhUdQYA8aAtRERERERElMM8rYJLREREREREFAkDUCIiIiIiIkoLBqBERERERESUFgxAiYiIiIiIKC0YgBJRVvhs+RaUX/smNu+qz3RTKA3+/fkq7Hv9W6je05DpphAREVEaMQAloqzw+IyVAIAFa7dntiGUFg1NATT4Ayj0sYg6ERFRPmEASkRZRTPdAEqLxkAAAFDk49cQERFRPuE3PxFlBWEiLK80+Y1bDYUFfOOJiIjyCQNQIiJKuya/kQH1MQAlIiLKKwxAiYgo7RoDimJfAYSpbyIiorzCAJSIiNKusYkFiIiIiPIRA1AiyiqqLEOUD5oCyvGfREREeYgBKBFlCQYj+aTRH2AFXCIiojzEb38iIkq7Jr+yCy4REVEeYgBKRFnl8++3shtuHmgMMANKRESUj/jtT5RlKqtr8Jd3l+ZdEGYVQ536+Sq8On99ZhtDKdfk5xhQIiKifMQAlCjL/OK/83D/h8uxrGp3ppuSMet31Hq6vR21jdi6uz7i828u3IB5a6o93WdrVdPQhI076lK+n4AqCjgFS4uJyAkislRElovItS7PDxCRj0TkKxFZKCInZqKdRERETgxAibJMfZMfgHGBnq+8DkxG3vIuxv7x/YjPX/6/efjhPz73dJ+t1eRHvsTBd36Q8v0omrPelBgR8QF4EMAkAMMBTBaR4Y7VbgDwnKqOBnAOgH+kt5VERETuGIASZRkr+Mq3+NMei7BnZuYsqNyRlv0oM6DJOAjAclVdoaoNAJ4BcJpjHQVQav7cCQD7tRMRUVYozHQDiMgdM6CUywIBvs9J6Atgre1xJYBxjnVuBvCuiFwJoD2AY9LTNCIiouiYASXKMvmaAbVjYJL7AqrsgptakwFMVdV+AE4E8KSIhH3ni8ilIjJHROZs3rw57Y0kIqL8wwCUKMtYF+X5HYBmugWUagEFhBFoS60D0N/2uJ+5zO4SAM8BgKp+AaAtgO7ODanqI6paoaoVZWVlKWouERFRMwagRFkmmAFF/kagBYxA84DyRkPLzQYwWEQGiUgxjCJDrznWWQNgIgCIyDAYAShTnERElHEMQImyjJUUCuRZ/GlPhrELbu4LKN/nllLVJgBXAHgHwBIY1W4XicitInKqudpvAfxMRBYAeBrARZpvkwsTEVFWYhEioiwjwTGg+Xut6GNqLOcZ84BmuhWtl6pOAzDNsexG28+LARya7nYRERHFwgwoUZaxrsnzLQNqZw9MVm3Zg0Xr0zM1CKVPgBOBEhER5SVPAlAReVxEqkTkGy+2R5TPmoOv/I1A7V0zJ/xpOk66f0YGW0OpoMyAEhER5SWvMqBTAZzg0baI8ppwGpaMjg2ccO9HuPDxWRnbf75QjgElIiLKS56MAVXVT0Sk3IttEeU765I83+JPQXMwUpDBwQGrttZg1daazDUgT3AMKBERUX5K22UeJ7smik+wCm6eDQJlFdz8ElDlPKBERER5KG0BKCe7JoqPlQnMr/AzFAPQzPO6CnNtgx8vf1UZ3G5AAb7LRERE+YdVcImyjBV7cQxoZB99W4XaBr8n+8rn6W6i8fq03PbmYvzm2QWYuXKbuQPeaCAiIspHDECJskxzAJq/gZEvyl+mpRt34eKps3HDK94U3c7j0xyV16dlw/ZaAEBNQxMAcwwov4GIiIjyjlfTsDwN4AsAQ0SkUkQu8WK7RPnIygp5GQA8PmMlFlZu93CLqSUiUFWUX/tm2HPbaxoAAGu27fFkX/4ciED31Deh/No38fSsNZ5tsyU3QFQVf3pnKdabwaadNaTZGvdpFCFiBpSIiCjfeBKAqupkVe2tqkWq2k9VH/Niu0T5KFiEyKPASFVx6xuLceoDn3myvXRp9LsfvxUwehW8+HOg2NPGnXUAgH99ssKzbUY7K7vrm7B5V33Y8iUbduGBj5bjyqe/Cnsu4HjfcuC0ExERUQuwAxRRlinweB7QXfVN3mwohh21jahvavm4TGc8WRdhW1bAWOhLLgDdurseqprRLrhXPv0V7pi2JHMNiCLaDZCJf56OA29/P+LzNS7jc63NFdi6mDMDSkRElH8YgBJlKa8yoNV7jC6rJUU+T7YXychb3sV5j84MPn75q0qUX/smdtQ2JrwtVaCuMXoAmkzwsnZbDcb+8X088smKjHbBfX3BejziYdbSS9FOy6adzdnPdxdtDGZDfWZ06Q8Ewl5jfZ7tVZ45DygREVH+YQBKlGUKbGPkvFBdYwSAnUqKPNmeG2u84OxV1cFlv3l2AQBg+tKqlmwR9Y3hQQzQfF4Kk4he1lbXAAA+Wlrl2XnOpEwdQm2DH5c+ORcXPj4LgL37ePi6zgwox4ASERHlJwagRFkmeBHvHn8lzMqApjIArYsQLLZUtAxokzk21OdR+iyQ4sGIn3+/JeX7SIV4glrrPVpnFh2y3hu34w1mQK0bLIHmn4mIiCh/MAAlyjLWJblXXUO3pSEAbUk3WydBczCiiBzUOovZJCuVRYjeX7wJ5/5rJp74fFWLt/HZ8i14YW4lAOC1BetRfu2bwZsKllTEcfFkhhvNuyRFPqvrrfGaJpdz6pYBZfxJRESUfwoz3QAiCiXBIkRedcE1gpXSktT9ujf6I2dA485y2VZTRcSCRtauvMiAGvuJnb1dtWUPyru3T3j763fUBl/fUj82x9WeMbYf/m0Gsss378aB7bu2eJvxiPTp+82z84M/W5WKC80JPa2A1C2otwLasx/5Eucc2B8Ax4ASERHlI2ZAibKMdVEeJaZLiJUBLSlOXQDqdRZRoREzoFZmOJkA1J5tjRWAfvjtJkz403S8uXBD3Nuv3tOAphhvYEtuMFiZxsY4guZkRWrfy1+tC/5staOo0GhXsAuuy2vty56ZvZZjQImIiPIUA1CirONtESKre2wqi+1E6y7ckhAjehVcI+iJJwBVVZz/2Myo68SaOmbx+p0AgEXrd8TcH2AU5hl923u45fXFMfabeBBZ5DP+ZDc4gttUvLXxbNJqh9WupqgZ0PDHDECJiIjyDwNQoixjHyPnBSsYcBaGmbVyG6a8tNCTfXhdZEcRPg/o5l31+PmTc1G9xwiofXEEL/6A4tNlW6KuE6narlO8sdKeBmPe1Wlfb4gaGEYKsKOxAr3K6lr3FTyM5zSO09JgZUDNLrjRMqDOoDSg6ml7iYiIqHVgAEqUZcTjANTajjMAOOufX+DpWWtjdhWNR6yCSSfc9wnG3vZe3NtTDe+C++inK/D2oo3475erAcSXAY2nkFOsTGSib8Of3/0ubN9uwWtLMqBlHdoAAJZX7Q5Z/uWKrcYPHt4H0Dg2Vu/sgmtmQN2KEK3ZVhO6fWZAiYiI8hIDUKIsY12UJxIXfl25I+KYPSsWiDROsyWBkFO0MaAiwLcbd2Gro3KrZWddI8qvfTNsjKUzQ9ipnVHFd8vuegBxBqAxMrMzV26L2QXX2oL1vuyoMdr7ijkWctbKbXh61prg+tbPfr9GHefZkgyodQ7sx75g7Xbc8Mo3CW8rlngC72AG1BeaAXU7785KyarKIkRERER5iAEoUZZJNAP64bebcMoDM/DcnLWuzwczoBG215BgABoIKO5++1vMX7vdtiy+197/wTLsrm8KWbZma03Yem5jQLfsMgLYnXXG630Fgque+QoXPD4ruM667bUhAWWkANR+bmN1wQ3OX2k+/n6LkX20plY5659fYMpLX4cfg+1ntzirJXOnWu+Vvf1NcZz8hqYAKqvDz3M08Xz61ppZzWAXXJfu3iVFPtfX+lXZA5eIiCgPMQClMAsrt+PTZZsz3Yy8ZU1bEu+4yhWbjSk+vt24y/V59TgDWlldi4emf4+rn18QXBbvnKV/ee87/PW97+Ja19muj7+rCnnsKxC8Mn89PvnO+Kw2+QM49K4P8X/PNrcrUmxm7yIa6fidgbJ1Z8DK8hXFSN/Fyr62JANqFf2xn+6SotjVja9/+WscdvdH4cdkqt7T4D5G08GZ0b3mRWMMsdUF15qOx/55aN/GPQDdXdeEjm1TNzctERERZScGoBHMXrUNyza5X9DnulMf+AznPzYr9oqUElZYk2hdn0gxoBVIRMqoxuqC6mQFQRu2NxfCidoF15HniivQgYYFaM7VnF1wrXa9t2RTcFmk7GAgJAB1P/4x5phVa7/W3qwgq9AXPQCNlcFuSQDa6JIBDRmrKc3bth/jR0uN4L22IXyfe+qbMPq293D5U/Pw0bfNQb5b8yMVdLK64DYXvIp9LNU1jejSvjj2ikRERJRTGIBGcObDX+DYv36S6WZQHrIyoPFmFcVWyGXR+h1YvXVPyPORxoBaL0u0C64V1FljIj/+bjN21jVGe0mIdsWhGTG32NWtC67zfDir4FrHYV8a6RxGyoDag7aGpgBUm8dxWrtrdEw9Yml0To3iuudmdXGcd2fG0Qqypy/dHMxmOg+xoSmAoX94G7dPW2LbTuR9WNt5e9FGXDx1dvNrXI6gxiWABYBCRxVc+3mPtu/OJcyAEhER5RsGoERZxgqgohWwcVsfAE66fwaOvHd68PHu+iZ8taYagEsAav6faBdcK8goKBBUVtfgwsdn4eInZkdc31noNDwAdevqGd4uZ/t9PvcMqL2yaqTMrH15vRnoFhZIWFsGTZkWDMOsTG59k3sAGp6xjf7+1ceRAW30q+Oxse8122pwzQtGV+OQNitQXWOMlX3GVhjJklDRWdtmP/9+CwIBjfj6uau3ofzaNzG/cjuA0PMb7Sw4PwtERESU+2IPHiKitLIu8mONIXSaahbFsbvsyTnBOSO9GgNqBUG+AsGuOvcxhXbLNoVOGdLWUZTGLU5ThAd0zjGx9gxoIKDBDGhtox/l176Jd646IuL4Q/u5qLMFlJGysUDz+2J1Yy1yBMB1jQF0bGtrb4y3L54MqHMuVHu2etWWGtf9XPbkXKOdjX6s3VaDZ2evjdodONJTz8+tROd2RQgo8IdXvsHNpwxH784lrutW1xgZ8Nfnr496PE7FhbwHSkRElG8YgLqIt/gLUSpYGbxYH8Pd9U2oaWiKmtWauWJb8GdHMg2+AkHArwmPAbW6rxaIxBUk//X90KJD7Yqdf3bci904q8Q655a0jwGta/KHdSW+4n/zcO2koa5tso8NtargFvrCM6BG65qr4O6ub8Jqs2pvoa8gpLtzWMBs21aDP4C/vb8Mlx25VzAAj2cMqHOdBtubWGQGb842W9WJAwpc+PgsrNgS2iU7Xve+szTk8feb98TsVrzLVuRow45adC4pjpoJblPIDCgREVG+YQDqorYFxUEof1XtrMOny7bgR2P7ebK9eLvgnnT/p1i9tQY3nTI84jr2oM15Y6WwoACNfn9YBvSyJ+dgcI+OuPr4Ia7bbAx2dQ0PCuNRUhya9XLNOsItoAtdx/78nnp/sAuuZVnVblzy7zmubdhTb7y2XbEvGIAXiHsAWttgji0V4Pi/foJ1ZvGl1Vv3hHR3rm3044h7Pmo+BgVeN+c2fXrW2uD+9unZAT06tgl2wXVmUu2cU8Q02G4WFPsE077egDe/bp4/1dl6Z/AZLcCO5ckvV8e1nmX8nR9iUPf2UbfODGjLicgJAP4GwAfgUVW9y2WdswDcDOOjsUBVz01rI4mIiFzw29/FnghTFbTEmws34Mqnv/Jse/nuoenf405bcZVscPHU2fjt8wuwbU9DzHXXbqsJqTTqJliEKEJw19AUQKM/EMzExTlUNGx7hWYG0Zk5fGfRJjzw0XLX/b44tzI4LtFXIGjyJ9Z9FwiviuvW4+Bfn6wI66LqDJ7+9enK4M/b9jQkVEzJ+h03AtDmyrJup/zxz4z9iEgw+ASAjTvqQtbbVdeINdtC59qcu7o65HFjIICLn5iNk+6fEXEsqZ0zCLePCa1vCuCXT83DmwubA9BYlXfdnvby753TyhjZ11iVhMmdiPgAPAhgEoDhACaLyHDHOoMBTAFwqKruB+CqdLeTiIjIDQNQF3siVHpsicv/Nw+vL0hsXBRFdvfb3+Kfn6zIyL7/8Mo3+HLF1rDlm3bWA0BcwdilT87FxVNnY3tN5GDV6lIbKbl4wC3v4HhbhWZn9dVIIlXBjTYGdO22Glz59Feoa/TjH9OX47fPL8CrX60DYASgbkGfMzBzcgZJbpVql1XtDgu+op3f4+/7BK8mMP7Qqvzatqg5A6oaO4ALaY/jfO6sjR3IFduCzfgCUGcGtPmx2/jbWM23fwZenb8Ov37mKxzzl9RW+47WpjoP/9bmmYMALFfVFaraAOAZAKc51vkZgAdVtRoAVDX6nS8iIqI0ybsA9JKps1F+7ZtR10llRiBbPfDhMsxetS32innKH1A8+eVqnPPIl8FlVTvrsGzTrmAgF0/oYuV7rHkZ3VhDG+9zjJ201DUGQrpWxh2A2iKB/81cg51mADNvdTV21IRPo6KqOPyej/D6gvX46NsqbDfXqTSzgL4CCSuSAwCvzF8XtR3OgCRicaQYXXCdptm6osZi/Y6LNHdzDahGHf/tHGvb5BhUu6M29lQ0hbZxq1YAWhAhCbi8ajdOeWBGyDL7e+32slhjcu0B9q+fmZ9Q0J4KkaZ1oZj6Alhre1xpLrPbF8C+IvKZiHxpdtkNIyKXisgcEZmzefPmFDWXiIioWU4EoIvX7wzpGhfNBzG6PwLN2REvxTulRqb86d3vcObDXyS9nfomP5Zu3OVBi8Kd+LdP41rvm3U7PD3fO+sa8YdXvwlbfshdH+LYv35iG7MZe1vDepcCAKZ+tipiG+3TfZRf+ya+Wbcj+NzmXfVh68fb9TQQUGzcUYeqnXW46bXm45n6+Sqc/Uj4e//fmc3TeNz51rfYtNPIbM5aadyo8ImEjVGMpz0BVfgDGjyuSONIndm/WL+XifzeWr0c7NO9ROqCa3F2HXYG/vEEoD5btrMhuF/gyxVb8bQ5bcrXlcbnd+bK8Gy7/dy6FReK9bnPxJ+haG2atH+vNLYk7xQCGAxgAoDJAP4lIp2dK6nqI6paoaoVZWVl6W0hERHlpZwIQE+8/1Oc5Qiedtc3Yf+b3sEHSzYlvL2ahsQD0NveWIwfPfR5xOdbUqwlE25/c3FSr5/y0tc4/r5P4hoPmajFG3bGXOez5Vtw8t9n4D9fJFYwBTCyR2u21oQtv++9ZfjfzPA5FZ3vqb2yqlNdox/frNsBv7nOgsodeGeR+2ezwPFbOd2WLf3xo1/CqT6BDOjBd36Ag+74IGx+yW837sK+N7wVUhH3D680B6lrttXgrW82hrxGJHyaEMA4j24ZVYsqcOe0JTj57zOwYvPusEyipWpX9K68Ton0XLDWNQJQ4xgCMbrghmVAHe9/dZRu1W6sYHJHbSPOeeRLTHnpa7y+YD1OeWAG3li4ATX14fOKOgstOcX6KxNQRdWuOvwrjd3Yd0aYqud3xw9xqYhMcVoHoL/tcT9zmV0lgNdUtVFVVwL4DkZASkRElFGtOgC95+1vcevrRsBkZUAnP/IlHpuxEgvXbseu+ibXYipA6Hiyz7/fgmP/8jG21zRgV10jdtsu/Ooa/dhVFz2zccHjs/DYjJXBgiOqiv98sSokI/LpstbRtcle2KUlZizbAiD+bqGWt7/ZgOVVxnyRdY1+7HSc83iL3VRWGwHk17asYbzue/87HHHvR/jTO0uxdXdzpjHWNCVWYDJnVTU+X77FdZ3b3liMk/8+A9/assOL1u+IK2vXoU0h6pv8ePjj7/GdY05NoHleSqdrXlgQ8jhW98yGpgA27QjPsEbiK5CwLCUAbK9pCJt6xU6heMkcR1rfFMC2Pe77rI4SxLqJ5x7PR99W4evKHXh9odH1VFWDGVCN1QXX8dh5PqvjuOmy2xaMNfjD37ePvzP+TmzZXY89jhthqrGzy84bC07//nw1Lpk6B7dnQSGvgmjzB1EsswEMFpFBIlIM4BwArznWeQVG9hMi0h1Gl9zMDKAnIiKyadUB6D+mfx+sUGn5YsVW3PbGYpz76EwAQJ9O7hOnb69txOMzVmL99lrc+OoiLKvajVG3vof9b343pJvjsX/9GPvf/C6qdtbhx49+GZKVqdpVhx/+4zN88l1ocPnC3Erc+OqikADg9jeNC76ZK7bim3U7gheSe+qbEq4kWtfox8VPzMI7izZGfN7N5l31eMtlnFw8855u2FGLyY98GeyGGYl1MZ/opeXP/zsPx/zlYwDA6Q9+hgNufheAEZhu29MQMfPT0BQIuSj3melDe3Dw/ebd+Pz75sAwENBg0Pbdpl3BwkKfmcHjAx8txxX/MyoXT/1sJZ5yZD+dXS2trplXPTsf5z46MyRgnb60Cr98am4wsLAHoH//cDlG3PQO6pv8mLVyG34ydTaa/IGwbq0d2hbhL+9+h7ve+tb1HGzdHR747K5vwnNzKkOWxTNnZyLdWL/btNs16/jvL1Zj6uerIr5u6cbdwQx5Q1MgWMQpHS6eOhunPDAj2BU1oM1jQP2B6F1w74xw/i1b4whA7TdW/vtleFbdmsOza/tiPOnI4vtVY97Y2RohmLc8/tnKFt2cSYVIY18pNlVtAnAFgHcALAHwnKouEpFbReRUc7V3AGwVkcUAPgLwO1UN79dNRESUZp70f4pnPjKvbdgR35jPkmL3ic7/9M5SPDN7LT78tiosALztjeZuqGu3Gft58svV+Gz5Vhx0+we49bT9cMH4cjw/pxLz1mwPee30pVX43QsLAYQGG00BY9zb2WYRm16lbfH2VYdj1K3v4eJDy3HTKfuFbEdV8f6SKhy5b1nYXHlD//A2AOCjpZvxx9NH4JPvNuP3k4Zi77IO+PsHy/Dn977D708YilNH9UHVzjqMHtAFqorTH/wM67bXYvGtx4d0fYvUPdgfUPjMq8R7316KL1ZsxXuLN+G8gweirtGP95dsQmV1LUrbFuHccQMANGcLrYI39m1Ytu6ux3ebdmP83t2gqq7dQQGjyM/P/zsPB+/VFQ/9eGxY+1QVh939Iap21WPCkDIcv18vzDffD/sxTfyzEdieuH8v3PnDAzDyFiO4ffEX4/Gjh4yu26vuOikkI7O2ugbPz1mLm18P75L803/PxvM/PyTi+Rtyw9tYdddJ+GhpFS5+Ynb4iXUYcsPbGN67FIs37MSCyu3B7KBl8fqdePmrygivRsg8kJYRN70TtswfUBT5JGqWbHttYt1I77Bl0k4f1QevxFHUxn7TqLqmAc/NWRtl7dRSaNxdcGOJpwturHGiVi+AG175JqzK7QtzK2NmhbN8qHkIZkCTo6rTAExzLLvR9rMC+D/zHxERUdZIOgC1zUd2LIwxJ7NF5DVVTW4wYQxzVlWHLXMrdrG9pjG43B4nPDPbuOidv3Y7OpUUxdyfPYi68dVFGNqrFKu3hhcB+dBW5Gi1bTxhk19x9fPNGdGNO+vw62fmAwCe+GwVfnX0YCzZuBPFvgJUlHfFx99txs/+MwdXHTMYVxy1D256bREuPWIv9OvSLmR/N5jj9I4cUob6xgD+/J7R9fHut7/F3W8bGZsvphyNXz41L9hN+YMlVfhm/Q6cVdEfm3bWobSt+/Hvfd00PHjuGMxZvS0YFHVtXxzchpUlBIBzxw3As7PXBLtkjr/zw+Bzv5ywNw4b3B2lbYtw02uLsLBye0gQ9Mj5zcHln99dGvzZCkQ37KgLmypk5oqtwWAeAKYv3YzpS5sz0a8vWI/bTtsvJHif9vVGTPu6OWtsBZ8AwiojV1bXBm8kOFk3JSzOaq2A8VmMJ/i0WONb7W2yPP7ZSrQtSr6zQpVLASOn1S5jYKOx/06dP748rgDU7toXv8bGGFn1VLIXIQLiyxJH4paJdnIbS+zGbYqVKS99nXCbshnjTyIiovzkRQY0OB8ZAIiINR9ZSgPQ/ft2Qnm3dlhlu2B2m8/w/SWbMGjKtLDllt31TXF1O9zuyDyc9U/3irGrIlzAr9tei5cdma2PbV13R9/2XvDnRy+owAyzO+hD079HadsiPDVzTdT5RK9/+Rv89LBBrs/Zg0EAuPJpI3D858exhwPd+dYSVFY3B1yvfLUOldU1uGNaaHfEw+7+MGQ9u39M/x7/mP59xH1c+uTc4M9//7B5zO7Cyu0AjKDoqZmrI74mkpPunxF3deR4nTKyD95ZtDHkZofb584tA5kMt7GWqXCrS8Y3Xi3pUpnJ4BMwu+Da3r9kioWlovBWLmMGlIiIKD95MQY0nvnIPJ9rrLx7e0w5cVjIMqtraiosiaMCKwCs3roHg7q3j7rO+L26RX3+p/+ZExxDV98UwK1ml+CddU0RK0oCwKMzkisg5MYZVL67eFNY8Om2XqLcrkX/9G5zIRt7YArEN+WF18EnAOzXpxQNTQHc9/6y4DK38al7Wun8hrURxg/HQ1plQKEhY3b9USoZx2LvglvaNvze3sj+nVu87VzUKj8uRERElLS0FSFKxVxj3czuoJHs1b09jh3eM+o6JUXuY0SdZppzH7o57+ABOGqIcUyrt9agd6e2Ubd1y2n7RX0+WeeOG4AObdyT24fuEz34tevRsU3w5/5d3Ys5WX53/BAsuPG4uLdt167Yh+lXT8AfTh7eotfbOcfLRjKkZ0fX5fdPHh1y3E4VA7sAAP72wbKI69idsJ8xz+EF4wfGtX48+sT4fHll0gij7UW++CIFtwzojR68p3Yj+3VKeht9Ozd/ltVWhAhILgNq71buNvb8Qg8/A+l2/sEDcd2JQz3dJuNPIiKi/ORFABrPfGQp0bld9AD03HED8K8LKjD7+mOw5NYT8MFvj8RlR+wVfL5HxzY4P8GLwgFdm8dgTpk0FNOvnoA/nr4/Jh80ILi8zBbA7FXWnA3t3aktvphyNPbt2RGPX1QBALjelsV97YpD8bPD3bvRRrLqrpNw2RF74Yyx/dC3cwkuOqQcd/xgfxw9tEfYug+cOxpP/fRgLLjpOMz7w7EY3KMDTjqgd9h6/boYF+injeqDKZOG4uPfTcB7vzkyZJ3j9+sZ7PI7ZdJQXH7UPujULnQs6U8OHYTZ1x+DT353FBbcdBw6254vLizAp9cchVV3nYTFt56Agd3a48h9uyd07G6e/tnBYcvGDuyCmddNDD5+48rDcOQQ95sgp47sg3vPHBlx+11i3PSwO+fA/rjvnFH43fFDcNEh5RHXe+6y8XFvEwA+nzIx9kpJ6tu5BG3MYL7QOTFpBOISUtgDsZ8cmthn200bxw2jK4/epwXbaD6egGpI1Wivujpb3Us72m4E9egY+8bBLybs7cn+vdalfTEuPcLbtrWieklERETkIS8C0HjmI0uJWBlQ64K3rGMblBT7sHdZB1xqC0BnXX9M8JL51JF9Ql572+kjwra38ObjgsHCj8b0w2VH7o1ys7utPaAZ1rs0+PMBfZszNj85dBB6m9PCHD20J96+6nD89PBB+GLK0bjy6H0wok8nXH/ScBy2T3MgFs+4uiknDsOfzhyJz649GjefamRXx+8dmukc2qsjTj7AOMZOJUXo2r4Y7/3fkSHjRq86ZjB+e+y+wcxX53bFuOzIvTGwW/tgMAIYGctTR/YNZhsjzU14YHkXlHVsgwHd2qFTSRG+nDIRPz9yb3x6zVH49Jqj0L9raEGlHqXhF+iFjhPw4W+PDFsn0vrDepfip4cNwou/OAQ9S9vimGFGUF7evT2uOX4I3v3NEfiTLdi0bhYcuW8Z5t5wDH45YW/8amLovO3RClbNuj40MLzt9BFoW+TD5UftEzEjDTRnVaP54LdH4tXLD8Utp6Y2e25pU1SANoVGsOePs7SqW5dK+2cjWhAed7scGe79+8aXEbUXESv2NW9DEToG9PQHP0uugSZrbGvfLs3Z1i7toxc7u+/sUZh84ICo62RKsZkFd/49sqpft0RrqthLRERE3km6CJGqNomINR+ZD8Djqroo6ZbFoUv7Yrxx5WF465sNePCj5iI3j11YgRWb96DAJXpr7wgErKqXw/uU4jVbkZ/TRvXBH8wKs/P+cGyw+mtp2yK8evmhGNIrtAundbEOAPv27IDfnzAUYwZ0Rk2DP1gZNGw6lV5GoNq7Uwl+e9yQ4HIrU/izwwfh+pOGByu0DutdGvdYVGuc6XHDe+LdxZtwYYSL/z627ogDu7XDD0b3w5SXFprH2nyuRAQfXT0BxYUF6NOpLUQEy6qMKrWR5uhs46jc2rbIh2snRe7G19ElSPvXBRXo26UEAiMgLuvYBlcft29wfOhvjtkX5d3bYe+yDnhxXiVG2AKSVy8/NOSc/33yGCyr2hUMBvft2RH79uyIM8b2w9zV1TjA1r2zW4c2uOaEoahv8mPCkDL8ZOpsHFjeFZ1LitC3c4nr+FJ7huvh88aiyBbo9Chti8kHDcDTs0KroI4Z0Dnkc/rhb4/E0ea0MZbCAsHeZR0AxDeOcK/u7bFiyx48flEFhvfuhIPv/CDk+e4d2mDL7tCKuMN7l2LL7vrmSrna/P7FO0+tWwBqH18ZaUokwLj5YR9XG8nKLaGVp+PNSPsKJPi7bn9frOJiJUW+pMa/OlnBlT3wHdzDvdu3pb7JjziTzWlnnbPO7YpDii2dVdE/7sq+RERERIBH84C6zUeWLiP6dgqpJgsAE4f1xMRh7utbGZTzDza63h45pAyPzliJg/fqhrMq+uG5OcZ8i/YsSRdH19JYQUCv0hIcPbR57GlhgaApoCEXvtHcfvr+OO/ggTjYDCJ/OKYvXpq3LthVcPJB/XFAv85h82valXdvj//9bBxG9O0UcZoVACjr0CZYTdhqnzUFRKkj2+csruSWAX3i4gOD04/sUxb9gttJRPDGlYfhoenfB+e23K9PaVhmtFsHo4vzmWP74dfHNGcoRziyYc6xiyXFPhzQr7PrvsdGyEK2KfRhzIAumG8b3zrj90dFrawMACeYWWS74b1Dz8eZY/vhjh/uH7Ksu8v4059EqG4cyZkV/XHZEXu53oABjG6rQ3p1xDm2aWzu+OH+eGzGymClZb9q8Hcl3mGRblVNK8q7Bn92m0qmU0kRdtQ24qeH7xVXAOosdlXs8ju16q6TwqbVsZ8Kt3HCdU2pKRrlKxCsuuuk4ONzxw2IGLA1NAWi/k67+XLKRBx+z4dR53b1QjAALSnCtj0NwYA9mXGcTIASERHlpyy9356Y7bbqkwcN6hplTSPIWXb7JNxqFgI6fHAZvvvjJIzq3xlTJg0z1wnNkiRa3dNZhMgqbBJvgZxO7YqCwScA/OmMkVh2+6TgdDETh/bE5IMG4KyK/pE2AQA4ZO/uUYNPACgoELx91RG494wDMGGI0UXV2k9Hl0qedmdX9Me4QV1xsW1sn888V51KijCgW7tIL41oRN9OePDHY4KPC10CjJMP6I0JQ8pw5dGDw56zS1VVVrftvvzLQwAAL/7iEHwQoZvw8D6hAfK9Z44Mfs5uPmU4fjlhb5S2LcKy2ycF11l++yRMiZI1ttiLHLVv43MNPk8fZXTBLvQJejmCep8IOpU0v99Nfg3J6sfD7XSPGdAc2LsFqFY145ZM4QLE9zs1aUQvdLGNF3cLWlPVHdR5zH88bQR+NKaf67rD+5QGf3/i1atTW9ext16xutha3Yf36WFk4hvNrLhbc08b1Sd8IREREZEpJwLQ/WwX9kN7xc66FfkKQoII6yLWCrhOG9kn4UyEXed27kFfvAGoU0GBoMhXgN1mZjLS9luqbZEPZ1b0D3ZNtfbToU30/XTr0AbPXjYevWwBt3XenAFOSxW6VGDt2LYIUy8+KGKAe+8ZByRU7TcZj15QgRd/MR6jzUBr7MAuwe6yTmMHdsH8G491fe6iQwfhmhOMQNN+86PQ8Vm1PHzeWIyz3Ww5cf/mYlLWOGPLD8f0xa8nDkYH8/Pd5FeUd2+P+TceG/x9KSgI3e/RQ3sEM6CnjIwvoIg0r+Mos8eA/XlnEBjvnJD3nnFAyON4fqcmDguthF0Ux2suP8qbgjvOvyMFBQJ1yf2dVdEPYwd2jZi1jsqj+PPFX4QXw7rplOH44+kjcNpIY2atP581Enf/aP/gEAS34Pf3J8RXLVc5CJSIiCgv5UQAetqoPsHqsclcixX6CjDruom454zmwjQtmfYhUubNLfOSCGuMmtcBqJOVAY1WOCeSgHlRGavgSrxacs7OrOiPp34aXg03FY4a2gNjB0bPutvFqtwcrxNG9MKzl43HwpuPw4KbjgvJ4Dkz8H85axR+c+y+wfHPexqsGxnFwWWFBQXBALS8WzvceMpwDO9jjFE+emgZHj5vbHgb9gvtZhzpd++ZSw/G3BuOCcmWfXPL8aGvjfBi53Q5/bqE3nQoinPQpP38uH2mnNM1xeo5YPfllIk4cf/wLtdA8xhzO/u0L6MHdAbQXNwq0QxoS1/jptgXnvFuU+jDeQcPDAbGHdsW4ewYhZI62HpOTHSpxk1ERET5zZMxoJkmIiFz+yXDPt7w499NCJlSJVnOCp4t1anEmyAmEmsMaKwuuG6qzaIuXROYriQaZxXcbPHoBRXYUdvYokz5vD8cG+zCmCy3QKlnhOyzFXg12cYL/n3yaLw4txL79uwQPNd7lXVAka8AE4cZlZojzZl67PCeeHvRxuBjEcHw3qUY0LVdyPK2RT60LfKFFCRyZi4LzPG/ny7bgrvf/jbi8TpvivjinKPUbu8e7fH+ktDCQ85x3onMB9qrU9uQ9+GoIWX4aOlmczvh77O92JEVPFoBslsG1Fl87KBBXTHLNi9xp5IiTwoolXcPDe7tUxdF4hb72m8KnDtuAD74tirpthEREVHuyIkMaKoM7NYe7YrjD8I+veYofHbt0RGfb2kXXKdoU4F44eJDywGgRcF3O3OeRmdBoJZKpit0Kh0zvCd+NNZ9LF8sXdsXRwwSW8rerTPS9ERWhtMe/PbpXIIrJw6GiATH27azVasd2qsUIuKa1Xd2jxYBpv36cDx8fni2FHDvrmkpEMGIvp0w+aDQcc3O7qrt24Rm6Yri+Hx071Acsp1JI3rjhZ+PD5kD+HfHh3YbtY8rj4e92+kTFx8U/LnJpThQbUNzsOjseuw8nHeuOgLPXNqczT/v4AGYevGBIevEe7Mn1tjMjm2LQgomtfQzav8755YBtrAHLhERUX5iAOqh/l3bRc3EehWAerWdSH56+F5YdddJaFuUWBEaAJg4rAcev6gCl3k0aX2qCgnlskjjCK0ANNK8rVYGtCTO9z08eIr+XkWLFa3nnPGKM0hxTqPkrNTsxiquZVdR3jU4BvGqYwaH3WyxMvlAfD0BIk0H4zZFUUi20nFOnDdchvTqGHLD6Y+n7x92U8xetMvpvIObu8v+7ZzRIQFmMqIFj74CwazrJ+LVyw+NWkE5wAiUiIgoL+VMANoaLmXinYYlkgfOHY3JB2XnRPUWEcHRQ3tmbeYyZ8XxC2BNSxNp3lYro+lWedhy/H7NYyWPGtojpBBSrHc82s0E6zkr+3rewQNw+ODuuMdRdKjIVxBSFCnSTZJPfndUxH1ZgWedORazvUsvh3MObM7EvviLQyJu638/G+e63LoR5ZYBtBffsbrgWqvFW4zJblD39mGZY8stp45wWbZfwvtIVI+ObTGyf+eohYacc9ESERFRfsiZANSSzRmzZIsQnXxAH9zpmDeSyG78XpGr/1qZtEhBmzV2L9Kv0De3HI8Hz23OtnVoU4hnLxuPnqVG9jCZDKilbZEPC28+DrecOgJPXjIuWF3YUugT/H3y6JjbiTYFkDXO25pXt6Q49Hzs06NDcK7ZAV3boWfH5q6o0351eMi6h+zd3XUfN54yHIB7F1w7K+j3m2NFI415fu6y8Xj18kOjbsuN2+YuGD8wZTey2jvOZbQM6OAIY4uJiIgot+VEESKgdYwnSnXX2VzyzlVH4NuNO2OvSADi6wHwg9F9sWV3Ay46pNz1eSsYihQnRqqKbAWese79xHtzKFoF2pbexLH+Pjxx8YHB7GSd2RW5nSNoKpDQcyC2Xdq74x68V2j141cuPxRVO+sANBcccys2ZX+vgoWhzEit0FeAa04YgnveXhrymljzGzvftcW3Ho/aBr/rORcR/HjcADw9a43rlv7zk4NiFkyL9Hlz3oTwR/jDPOP3R3lWOI6IiIhal5wJQFsDr6rg5oMhvToG5xqk2Lp1MMYg7mdOneKm0FeAX0yIPDbX6jadaCcCa/V0dD5ItipyH9scqVYxoPAAVEKOxb7HAts5eubS0HkzrflOAWP6EiB2NV2rW769q+7FhwwKC0Bjsbf3zLH90K64MDhWVAT4v2P2jbg+gJDs6hH7lrVov26PI3XBdU6nQ0RERPmDEVEaMQNKqTK0Vyle+uUh+P2kobFXjsCKFaJVqwWAv549Eg/ZCt+0tNv7XS3oTh5rbPGpI90rvVphkL2p1rQwJY4xoM4snv34rAA4Vo+LtkVmBjRCwSdLUTBT2rzBltyoOmn/3sGfne1feedJuHLi4JBlw3qVBudOBoCRtuA5HvbA0h54Oz8LLDREREREToyI0ijZMaBE0YwZ0CXpQldA7EzmD0b3wyRbwGNJNNY4fXTfxF6A6MHuu785AvfHGB9qf3WkDKgzyJUoz0USdwa0IHQMKBC5irHdm786DJ/bpnw6dJ/uGGiOe43nfkBBgeD6k4bHXjEOIdlix74njegdclNg77L2LFBGRESU53KmC+4PRvfFGwvX42dH7JXppkTEDChlMyvwiRU0OVlBR7wBaKk5jtKrLunl3dph1daamFV4gdAAqc7KgDqKMjkDwAKXDGgsbYqssZ0uY0Bt5ynYBTfB4H2/PuHz7DZ3oU5fgCeOfLkz+9q2yIf7J4/GawvWAwDe+82RraJiOREREaVOzgSgXdoX46VfJl4lMp0YgFI2a2t+Pusbo3cbdQoGoLbQ4r+XjEP3juFzYz583tjgOFWvAqV4xq42B33NK1kZUGdVYJ9tOwoN2W482UnAXoQoviq4TRGmxklErCrGbp67bHywu7AX7vhB+LQvdvGePyIiIspdOROAtgbJFlCh/LHgpuPSUtTHzgrErMxgvKyslz2zd9hg9+lJThjRq2WN80hIBtQMtJ0BWKTAuEASyIAWuk9141TkqIKbDCuYTeTPTOzqutGJhJ6vo4b2SGp7RERElPsYgKZRNs9RStnFmrMznayuqIFEu+Ca/6ez4Mw9ZxyAfXp0CFkWfffGk/bfwOA8oBHmRTXWb66I6yuQ+MeAxplVHDOwC6Z+vgo/Hpf8vJyFZjAbaz5Wr4VMWRNXR2giIiLKZwxAiQgAcOSQMlx0SHnUqVrcWDdW0jm276yK/mH7j4d93Z8cNgj3vrMUHR3zju5d1j7kcbA6sAh8ce6rbZQMqL2rcq/Stlh110lxbTMWq6BROkJAe7Af0kWZ8ScRERHFwACUiAAY3UFvPnW/hF/38Hlj8diMFSjv1j72yhnSPMVMs8uP2geXH7VP2Lq3njYCm3bWBR+3KSzABeMH4gej+8adAS3yxbeel8lKqztvWosQhc0DygiUiIiIomNVHCJKypBeHXHPGSNbxfQa0eKjY4YZ4xedRYlEBLeeNgKjB3SJO8Cy1nNO8eLk5SlrHgOa7i64YvuZiIiIKDpmQIkoJ0TrAmw9F22M4kPnjQ2OC43lyH3LYq7zyPljMbRXaYy13Nvz8yP3xo7ahrjaYmnOgCb0shaxdyO2DuGC8QNZ5TaNROQEAH8D4APwqKreFWG9HwF4AcCBqjonjU0kIiJyxQA0DYoLC9DQlPw0C0T5aNygrpi5clvE562QJ54aSNGCsyJfQTCIi2bW9RNR2jZ2kajj9nOv+Btp/KTdtZOGxty+k1WhN50xoD2gnzSid/p2nOdExAfgQQDHAqgEMFtEXlPVxY71OgL4NYCZ6W8lERGRO3bBTYNZ103El1MmZroZRFnn3HED0Ku0bdR17jtnVHoaY9Ojo9GmK1zGiPbo2Dasm25LqYeVg4vSWAXXV9D81cGcZ0YcBGC5qq5Q1QYAzwA4zWW92wDcDaDO5TkiIqKMYAY0DTq3K850E4iy0h0/2B/4QfR1olWUjZcV6MUbm5UU+zyrThtNo9+7ALS40AwK0xARPnzeGDw1cw327dkheE41rXWQ815fAGttjysBjLOvICJjAPRX1TdF5HeRNiQilwK4FAAGDEh+OiAiIqJYmAEloqwWK6OXSACUbVVa/QnOuRrN4J7GvKg7aho922YkA7u1x3UnDoOINHfDZfyZNUSkAMBfAPw21rqq+oiqVqhqRVlZ7LHNREREyWIASkTZzYOYsbkIUebZe902+r0bG14xsCsA4Ks12z3bZiIYf6bVOgD9bY/7mcssHQGMADBdRFYBOBjAayJSkbYWEhERRcAAlIiympdJyyxLgHqaAT2gXycAwMj+nTzbZjx+d8IQ9O1cEtw/pcVsAINFZJCIFAM4B8Br1pOqukNVu6tquaqWA/gSwKmsgktERNmAASgRZbVYMePVxw1BkU8woGu7iOtYWcdo07BkgpdjQNsW+TDzuom47fQRnm0zHmMGdMFn1x6NjnFUBiZvqGoTgCsAvANgCYDnVHWRiNwqIqdmtnVERETRJVWESETOBHAzgGEADuLdVSLyWqxxm8ft1wvLbj8xzm150SLvBDysggsAPWNUFKbcoarTAExzLLsxwroT0tEmIiKieCSbAf0GwA8BfOJBW4iIwngRMwar4HqwrWRZIefIfp1wzLCeGW0LERERUbollQFV1SVA9lWWJKLc4emflyz6U3XraSOap04hIiIiyhNpu/oRkUtFZI6IzNm8eXO6dktErZw1brPIl3z0mE1jQHnfjoiIiPJRzAyoiLwPoJfLU9er6qvx7khVHwHwCABUVFSwYj8RxcUaJ5nM+MbgNCxZFPRlUzBMRERElC4xA1BVPSYdDSEictO+TSHu+MH+OGLf7klvK5tCvmwKhomIiIjSJakxoERE6XDuuAHJbcCahiULoj71uPJta/DMpQdj0866TDeDiIiIskCy07D8AMDfAZQBeFNE5qvq8Z60jIjIY5kPP5tlQSycNgfv1S3TTSAiIqIskWwV3JcBvOxRW4iIUoJjQImIiIiyA+cAIKK8waCPiIiIKLMYgBJRzguOu2T8SURERJRRDECJKG9kUxdcIiIionzEAJSIcl5wDGhGW0FEREREDECJKG9kwzQsRERERPmMASgR5Q2Gn0RERESZxQCUiHKeVYMomzAZS0RERPmIASgRERERERGlBQNQIiIiIiIiSgsGoESUN7Kh22s2dgcmIiIiShcGoESU8xTZF/VlQzBMRERElG4MQIkobwjr4BIRERFlFANQIsp57PZKRERElB0YgBJRzvvr2aOwb88OaFOY+T952dgdmIiIiChdCjPdACKiVDtx/944cf/emW5GCHYHJiIionyU+XQAERERERER5QUGoERERERERJQWDECJiNKIBZGIiIgonzEAJSLKAM4DSkRERPmIASgREVErIyIniMhSEVkuIte6PP9/IrJYRBaKyAciMjAT7SQiInJiAEpERNSKiIgPwIMAJgEYDmCyiAx3rPYVgApVPQDACwDuSW8riYiI3DEAJSJKIw4BJQ8cBGC5qq5Q1QYAzwA4zb6Cqn6kqjXmwy8B9EtzG4mIiFwxACUiygAOAaUk9AWw1va40lwWySUA3nJ7QkQuFZE5IjJn8+bNHjaRiIjIHQNQIiKiHCUi5wGoAHCv2/Oq+oiqVqhqRVlZWXobR0REeakw0w0gIiKihKwD0N/2uJ+5LISIHAPgegBHqmp9mtpGREQUFTOgRERppJwIlJI3G8BgERkkIsUAzgHwmn0FERkN4J8ATlXVqgy0kYiIyFVSAaiI3Csi35pl3l8Wkc4etYuIKCddfdwQ+AoE/bq0y3RTqJVS1SYAVwB4B8ASAM+p6iIRuVVETjVXuxdABwDPi8h8EXktwuaIiIjSKtkuuO8BmKKqTSJyN4ApAH6ffLOIiHLTpP174/v9e2e6GdTKqeo0ANMcy260/XxM2htFREQUh6QyoKr6rnknFmCZdyIiIiIiIorCyzGgP0GEMu8AS70TERERERHlu5hdcEXkfQC9XJ66XlVfNde5HkATgKcibUdVHwHwCABUVFSwCgcREREREVGeiRmAxhpHIiIXATgZwERleUciIiIiIiKKIKkiRCJyAoBrYMwxVuNNk4iIiIiIiCgXJTsG9AEAHQG8Z5Z5f9iDNhEREREREVEOSioDqqr7eNUQIiIiIiIiym1eVsElIiIiIiIiiogBKBEREREREaVFUl1wiYiIiNLBH1BMX1qFRet3Yr8+pZgwpAd8BZLpZhERUYIYgBIREVFW8wcU5z82E/PXbkdtgx8lxT6M6t8ZT14yjkEoEVErwy64RERElNWmL63C/LXbUdPghwKoafBj/trtmL60KtNNIyKiBDEAJSIioqy2aP1O1Db4Q5bVNvixeP3ODLWIiIhaigEoERERZbX9+pSipNgXsqyk2IfhfUoz1CIiImopBqBERESU1SYM6YFR/TvDGu7ZzhwDOmFIj8w2jIiIEsYAlIiIiLKar0Dw5CXjsE+PDujXuQR/nzyaBYiIiFopVsElIiKirOcrEHRpV4wu7YCJw3pmujlElOc4NVTLMQAlIiIiIiKKE6eGSg674BIRERFR2vkDig+WbML9HyzDB0s2wR/QTDepVeJ5TD9ODZUcZkCJiIiIKK0ykUFSjS8wi3O1rOAPKC58YlbYeZx68UFh5zHu409FQ3OA/fQtrNzhOjXUwsodOGxwd9fXJMIfUHyybDOWrN+JYX1KccTgMvgKJOb21IN3r02hL+VZXAagRERElHJrt9WgxnHBlijrgu/bjTuDF2LB/6EhF2fpuFCLtC8NeU7DloeuryHLQl/rUQNTIN5gJpK5q6sxb3U16poCAIwM0tzV1fjnx99jzMAuEfYZ//YDAcX8tduxauselHdrb1RRzsGukfNWV2Pu6mrUO87jvz5ZEfE8UvKKfQUoLiwInncAKC4sQLGvAPNWb09q24GA4o63lmB51W40NAVQXFiAfXp0wHWThqXlMzykV0d0bV+c0n0wACUiIqKU21HbiF11TUltozFgXOxV72n0okmUQSu37Am5eAeAhqYAVm7Zg9EDkgucMn0Bn06rtu5Bg8t5XLV1DwPQFBrVvzP26dEBizcYN8PamJ+xUf07J73t+Wu3Y3nV7uDvR31TAMurdmP+2u05855yDCgRERERhQkEFPNWV+OleZWYt7oaAQ/HFpZ3a4/iwtDL0OLCApR3a590e+wX8IrQC/hc05LzSMkrKBBcN2kY+nYuQVmHYvzq6MGe3eCIdlMhVzADSkRERJQlsqXraKqziIlmkBJpTz5lBVuSicuWz1hrV1Ag6Ni2EB3bFsb8XCVyzq2bCs7uvbl0U4EBKBEREVEWyKauo6nuBmhlkH7/0kLUN/px0SGDol6UJ9KedFzAZ0sQl+h5zKbPWL5I9JynsntvtmAXXCIiIqIskE1dR9PRDdDKIHXv2AZjBnaJGgAl0h7rAl7MzXl9AW8FFPd/uAwvzK3E/R8uwx1vLfG0i3IiEjmP2fQZyxeJnvNUdu/NFgxAiYiIKO1SOb6wtcqmsV/ZNrYwkfak+gI+0YAimz7r2fQZyxctOeeJ3FRIVDZ8HtkFl4iIiNKK3QDdZVPX0WwbW5hoexIZn5eoRMaYZttnPR/GF1qypZt0Np3zbPk8MgAlIiJqZUTkBAB/A+AD8Kiq3uV4vg2A/wAYC2ArgLNVdVW62xlJPkwz0BKpHvuVyMVnto0tTLQ9qZRIQJFtn/VsG1+YSJCY6LrZEGgB2XXOs+XzyACUiIioFRERH4AHARwLoBLAbBF5TVUX21a7BEC1qu4jIucAuBvA2elvrbt8qlKaiFQHWYlefCaSRUzHhW0qs5qJBDeJBBTZ9lnPpkA+kSAx0YAyWwItILvOebZ8HkU1/f1+KyoqdM6cOWnfLxHlj/Jr3wQArLrrpAy3hNJBROaqakWm25EOIjIewM2qerz5eAoAqOqdtnXeMdf5QkQKAWwEUKZRvvS7Dhymx173eFJtW7xhJwBgeO/SsOf2NDTBb4412lXXhHXba2FvjQjQt3MJOraNfG989dYaAMDAbu2Same2S9Vxbt5Vjy27G8KWl3UoRveObZJqS0u2ncj2W7J+vOuqKtZsq0Vtox+qxmexpMiHAV1LIOIeJKgqVm6pQUAVPUvbokMbn+u6Lf2sJypV51FVsbvej7pGP9oW+SIeZ0skcm4SPY8t/TwmKhWfx5auH494zmO74kIUehQcP/fzQ1y/m5kBJSIial36Alhre1wJYFykdVS1SUR2AOgGYIt9JRG5FMClANCh995JN8wt8HTToY0PJUW+sAv+Dm18UV+X6IVYNl0cJrJ+qo6zbZEPIgi7+GxTFPm8x9uWlmw7ke23ZP14191d7w9+FgHjGGob/dhd748YJIoI9iqLPYavpZ/1RD9fqTiPVmBe0+AHEF9gDsTf9jrbOW/eJ1DfGH7eE1kXaPnnMZXnPZWfdSC+trf08+g1BqBERER5SlUfAfAIYPROevay8Snb1zfrdmBXXVPwcaoLhAQCit+/tBB1jX6cvH+fmOPF4l3XcusbiwAAN568X1ztSXT9eCV6nKkaF5dNY+4S9dK8SrwwtzJ0oQLj9+qGH47pl/T2E/2st+TzmArzVlfj/g+XBR+rAv6A4pQD+kbsrplI263t28fStikswEWHDArbfiLrWu1oyecxVb+n6RBv22N9Hof06oiu7Ys9adNzP3dfnlQAKiK3ATgNQABAFYCLVHV9MtskIiKiqNYB6G973M9c5rZOpdkFtxOMYkRZo6BAMGZgl5SMO7IuPq2uZvd/uCzm2LJ41s02ibbdGouWisA/ldtOtVRXKU3ks55Nn8dExwsm2nZrLK0zSHQbS5vIukDLPo+BgGJXXRPqGv2Yt7q61Xx+E5XKv73xSjYDeq+q/gEARORXAG4EECHWJSIiIg/MBjBYRAbBCDTPAXCuY53XAFwI4AsAZwD4MNr4z1xjFSCxjjhaAZJE1s02LWl7Ki8+s+HCtiUSDW5SKZs+j4kG5om2PZEgsSUBZWsN/FuitQXPSQWgqrrT9rA9gLz5ciMiIsoEc0znFQDegTENy+OqukhEbgUwR1VfA/AYgCdFZDmAbTCC1LyRSOYmW6pCtkRrbns2yabsbTa9p4kG5i1peyJBYipvcGRT4J+o1hg8Jz0GVERuB3ABgB0AjoqyXrDQwYABA5LdLRERUd5S1WkApjmW3Wj7uQ7AmeluV7ZIJHOTTZPEJ6o1tz3bZEv2Npve00QD82xqe6KyKfBPVGsMngtirSAi74vINy7/TgMAVb1eVfsDeArAFZG2o6qPqGqFqlaUlZV5dwRERERENlbmpk1hAQTR52lMZN1s05rbTu6y7T21AvMfjumHMQO7RM2oZVvbE2EFz3a5EDxnq5gZUFU9Js5tPQXjbuxNSbWIiIiIKAmpHluWLVpz28lda35PW3Pbs2kccKJaY+Y52Sq4g1XVqs98GoBvk28SERERUXKyZWxZqrXmtpO71vyetta2M3hOr2THgN4lIkNgTMOyGqyAS0RERERErQyD5/RJtgruj7xqCBEREeWufXt2hHpQLN85mYwqgts1fraWm8uS3mM4f0DR2BRATYMfm3fX47B9usNnXezZdmg/3nbFxiXX0F4dw9pof5lGeH3WSWHTIm26pRMJxXMec2GSomiHkMgsTLlwLjIh7G+TyzuSzLmN9dI+XUoSep8jaVMYs0RQ0pKugktEREQUi7PAR2vlDyjOf2wmVmzZg4AC1764EKP6d8aTl4xrDkJdFJrPdWlfnK6mEhFlpdz4NiAiIiJKg+lLqzB/7XYEzERDTYMf89dux/SlVZltGBFRK8EAlIiIiChOi9bvRG2DP2RZbYMfi9fvjPgaf0BRXdOAddW1+GDJJvgD7ONIRPmLASgRERFRnPbrU4qSYl/IspJiH4b3KXVd3+qyu7xqNyq31+LKp7/C+Y/NZBBKRHmLASgRERFRnCYM6YFR/TujXbEPAqBdsQ+j+nfGhCE9XNdnl10iolAsQkREOelfF1R4Ug2OiMjOVyB48pJxmL60CovX78TwPqWYMKRHxAJE0brsThzWMx1NJiLKKgxAiSgnHTucF3ZElBq+AsHEYT3jCiCtLrs1tiA0WpddIqJcxy64RERERCmSaJddIqJcxwwoERERUYok2mWXiCjXMQAlIiIiSqFEuuwSEeU6dsElIiIiIiKitGAASkRERERERGnBAJSIiIiIiIjSggEoERERERERpQUDUCIiIiIiIkoLUdX071RkM4DVHmyqO4AtHmwnH/HcJYfnLzk8fy3Hc+duoKqWZboRrRm/m1skX441X44T4LHmonw5TiD7jtX1uzkjAahXRGSOqlZkuh2tEc9dcnj+ksPz13I8d5Tt8ukzmi/Hmi/HCfBYc1G+HCfQeo6VXXCJiIiIiIgoLRiAEhERERERUVq09gD0kUw3oBXjuUsOz19yeP5ajueOsl0+fUbz5Vjz5TgBHmsuypfjBFrJsbbqMaBERERERETUerT2DCgRERERERG1EgxAiYiIiIiIKC2yKgAVkf4i8pGILBaRRSLya3N5VxF5T0SWmf93MZcPFZEvRKReRK522Z5PRL4SkTfSfSyZ4OX5E5FVIvK1iMwXkTmZOJ508vjcdRaRF0TkWxFZIiLjM3FM6eTV+RORIeZnzvq3U0SuytBhpYXHn73fmNv4RkSeFpG2mTgmyl8icoKILBWR5SJybabbk0q5+j0pIo+LSJWIfGNb5vr3qLWLcKw3i8g62/fQiZlsoxcS/Z5pzaIca069ryLSVkRmicgC8zhvMZcPEpGZ5t/gZ0WkONNtdZNVY0BFpDeA3qo6T0Q6ApgL4HQAFwHYpqp3mV9oXVT19yLSA8BAc51qVf2TY3v/B6ACQKmqnpy+I8kML8+fiKwCUKGq2TSZbcp4fO7+DeBTVX3U/MVvp6rb03pAaeb17665TR+AdQDGqerq9BxJ+nl17kSkL4AZAIaraq2IPAdgmqpOTfcxUX4yf2e/A3AsgEoAswFMVtXFGW1YiuTq96SIHAFgN4D/qOoIc9k9cPl7lMl2eiHCsd4MYLfb91Jrlej3TOZamrwox3oWcuh9FREB0F5Vd4tIEYzv/18D+D8AL6nqMyLyMIAFqvpQJtvqJqsyoKq6QVXnmT/vArAEQF8ApwH4t7nav2F8kKCqVao6G0Cjc1si0g/ASQAeTX3Ls4OX5y/feHXuRKQTgCMAPGau15DrwSeQss/eRADf53LwCXh+7goBlIhIIYB2ANantvVEIQ4CsFxVV6hqA4BnYHyOqRVR1U8AbHMsdv171NpFONack+j3TGsW5Vhzihp2mw+LzH8K4GgAL5jLs/Y9zaoA1E5EygGMBjATQE9V3WA+tRFAzzg2cR+AawAEUtG+bOfB+VMA74rIXBG5NDWtzE5JnrtBADYDeEKM7t+Pikj7lDU2C3nw2bOcA+Bpb1uX3ZI5d6q6DsCfAKwBsAHADlV9N3WtJQrTF8Ba2+NK5OCFn00+fU8m87e8NbpCRBaaXXRbfbdUOw+/o7Oe41iBHHtfxRhqOB9AFYD3AHwPYLuqNpmrZO3f4KwMQEWkA4AXAVylqjvtz6nRZzhqv2ERORlAlarOTV0rs1ey5890mKqOATAJwOVmN5Wc58G5KwQwBsBDqjoawB4AOT0Oys6jzx7MrsunAnje80ZmKQ/+7nWBcTd7EIA+ANqLyHkpai4R5en3ZCJ/y1uphwDsDWAUjJt5f85oazzk1Xd0a+ByrDn3vqqqX1VHAegHowfK0My2KH5ZF4Ca/ZhfBPCUqr5kLt5k9um2+nZXxdjMoQBONcdnPAPgaBH5b4qanFU8On9WNgWqWgXgZRgf7Jzm0bmrBFCpqtbdthdgBKQ5z6vPnmkSgHmqusn7lmYfj87dMQBWqupmVW0E8BKAQ1LVZiIX6wD0tz3uZy7LSXn2PdnSv+WtjqpuMi/sAwD+hRx5Xz3+js5qbseaq+8rAJhDvT4CMB5AZ3MYDpDFf4OzKgA1B9Q+BmCJqv7F9tRrAC40f74QwKvRtqOqU1S1n6qWw+jG96Gq5nwmwKvzJyLtzYHbMLuPHgfgm2ivae08/OxtBLBWRIaYiyYCyMkCHHZenT+byciT7rcenrs1AA4WkXbmNifCGPtClC6zAQw2qzAWw/j+fS3DbUqJPPyebOnf8lbHCshMP0AOvK8p+I7OWpGONdfeVxEpE5HO5s8lMIq/LYERiJ5hrpa172m2VcE9DMCnAL5G89jN62D03X4OwAAAqwGcparbRKQXgDkASs31d8OoALnTts0JAK7W/KiC68n5A9Adxt1cwOhS+j9VvT1dx5EJXn72RGQUjOJXxQBWALhYVavTeDhp5/H5aw8jmNpLVXek90jSz+NzdwuAswE0AfgKwE9VtT6dx0P5TYypDe4D4APweK5+d4jIXsjR70kReRrABBjXApsA3ATgFbj8PcpQEz0T4VgnwOimqQBWAbjMNk6yVUr0eyYjjfRIlGOdjBx6X0XkABhFhnwwEorPqeqt5t+mZwB0hXEdcF42XgdkVQBKREREREREuSuruuASERERERFR7mIASkRERERERGnBAJSIiIiIiIjSggEoERERERERpQUDUCIiIiIiIkoLBqBERERERESUFgxAiYiIiIiIKC3+H4thO56fBJULAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 24,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:23:05.987Z",
          "iopub.execute_input": "2021-06-11T01:23:05.991Z",
          "iopub.status.idle": "2021-06-11T01:23:06.230Z",
          "shell.execute_reply": "2021-06-11T01:23:06.235Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "diff = df['Adj Close'].diff().diff().dropna()\n",
        "\n",
        "fig, (ax1, ax2) = plt.subplots(1 , 2, figsize=(16,4))\n",
        "\n",
        "ax1.plot(diff)\n",
        "ax1.set_title('Second Difference')\n",
        "plot_acf(diff, ax=ax2)"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 25,
          "data": {
            "text/plain": "<Figure size 1152x288 with 2 Axes>",
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1152x288 with 2 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 25,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:23:48.287Z",
          "iopub.execute_input": "2021-06-11T01:23:48.290Z",
          "iopub.status.idle": "2021-06-11T01:23:48.556Z",
          "shell.execute_reply": "2021-06-11T01:23:48.563Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from pmdarima.arima.utils import ndiffs\n",
        "\n",
        "ndiffs(df['Adj Close'], test='adf')"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 29,
          "data": {
            "text/plain": "1"
          },
          "metadata": {}
        }
      ],
      "execution_count": 29,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:30:42.017Z",
          "iopub.execute_input": "2021-06-11T01:30:42.022Z",
          "iopub.status.idle": "2021-06-11T01:30:43.347Z",
          "shell.execute_reply": "2021-06-11T01:30:43.357Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from statsmodels.graphics.tsaplots import plot_pacf\n",
        "\n",
        "diff = df['Adj Close'].diff().dropna()\n",
        "\n",
        "fig, (ax1, ax2) = plt.subplots(1 , 2, figsize=(16,4))\n",
        "\n",
        "ax1.plot(diff)\n",
        "ax1.set_title('First Difference')\n",
        "ax2.set_ylim(0, 1)\n",
        "plot_acf(diff, ax=ax2)"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 30,
          "data": {
            "text/plain": "<Figure size 1152x288 with 2 Axes>",
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1152x288 with 2 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 30,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:32:59.002Z",
          "iopub.execute_input": "2021-06-11T01:32:59.007Z",
          "iopub.status.idle": "2021-06-11T01:32:59.245Z",
          "shell.execute_reply": "2021-06-11T01:32:59.255Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from statsmodels.tsa.arima_model import ARIMA\n",
        "\n",
        "model = ARIMA(df['Adj Close'], order=(6, 1, 3)  )\n",
        "result = model.fit(disp=0)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "C:\\Users\\Tin Hang\\Anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:583: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
            "  ' ignored when e.g. forecasting.', ValueWarning)\n",
            "C:\\Users\\Tin Hang\\Anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:583: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
            "  ' ignored when e.g. forecasting.', ValueWarning)\n"
          ]
        }
      ],
      "execution_count": 32,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:34:47.099Z",
          "iopub.execute_input": "2021-06-11T01:34:47.105Z",
          "iopub.status.idle": "2021-06-11T01:34:47.805Z",
          "shell.execute_reply": "2021-06-11T01:34:47.810Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(result.summary())"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                             ARIMA Model Results                              \n",
            "==============================================================================\n",
            "Dep. Variable:            D.Adj Close   No. Observations:                 1170\n",
            "Model:                 ARIMA(6, 1, 3)   Log Likelihood                -237.876\n",
            "Method:                       css-mle   S.D. of innovations              0.297\n",
            "Date:                Thu, 10 Jun 2021   AIC                            497.753\n",
            "Time:                        18:35:32   BIC                            553.465\n",
            "Sample:                             1   HQIC                           518.765\n",
            "                                                                              \n",
            "=====================================================================================\n",
            "                        coef    std err          z      P>|z|      [0.025      0.975]\n",
            "-------------------------------------------------------------------------------------\n",
            "const                 0.0168      0.008      2.078      0.038       0.001       0.033\n",
            "ar.L1.D.Adj Close    -0.3968      0.237     -1.676      0.094      -0.861       0.067\n",
            "ar.L2.D.Adj Close    -0.0563      0.286     -0.197      0.844      -0.617       0.505\n",
            "ar.L3.D.Adj Close     0.2114      0.232      0.910      0.363      -0.244       0.667\n",
            "ar.L4.D.Adj Close    -0.0190      0.044     -0.436      0.663      -0.105       0.066\n",
            "ar.L5.D.Adj Close    -0.1096      0.044     -2.495      0.013      -0.196      -0.023\n",
            "ar.L6.D.Adj Close    -0.1165      0.034     -3.427      0.001      -0.183      -0.050\n",
            "ma.L1.D.Adj Close     0.4041      0.238      1.699      0.089      -0.062       0.870\n",
            "ma.L2.D.Adj Close     0.1679      0.289      0.581      0.561      -0.399       0.734\n",
            "ma.L3.D.Adj Close    -0.1904      0.242     -0.788      0.430      -0.664       0.283\n",
            "                                    Roots                                    \n",
            "=============================================================================\n",
            "                  Real          Imaginary           Modulus         Frequency\n",
            "-----------------------------------------------------------------------------\n",
            "AR.1            1.2160           -0.7343j            1.4205           -0.0865\n",
            "AR.2            1.2160           +0.7343j            1.4205            0.0865\n",
            "AR.3           -0.4476           -1.3311j            1.4044           -0.3016\n",
            "AR.4           -0.4476           +1.3311j            1.4044            0.3016\n",
            "AR.5           -1.2387           -0.7895j            1.4689           -0.4097\n",
            "AR.6           -1.2387           +0.7895j            1.4689            0.4097\n",
            "MA.1           -0.8269           -1.1779j            1.4392           -0.3474\n",
            "MA.2           -0.8269           +1.1779j            1.4392            0.3474\n",
            "MA.3            2.5354           -0.0000j            2.5354           -0.0000\n",
            "-----------------------------------------------------------------------------\n"
          ]
        }
      ],
      "execution_count": 33,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:35:32.225Z",
          "iopub.execute_input": "2021-06-11T01:35:32.231Z",
          "iopub.status.idle": "2021-06-11T01:35:32.520Z",
          "shell.execute_reply": "2021-06-11T01:35:32.525Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "residuals = pd.DataFrame(result.resid)\n",
        "\n",
        "fig, (ax1, ax2) = plt.subplots(1 , 2, figsize=(16,4))\n",
        "\n",
        "ax1.plot(residuals)\n",
        "ax2.hist(residuals, density=True)"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 34,
          "data": {
            "text/plain": "(array([0.00154278, 0.        , 0.00154278, 0.00308556, 0.05245458,\n        1.33604913, 0.36563931, 0.03085564, 0.01234226, 0.00154278]),\n array([-3.23744493, -2.68344514, -2.12944535, -1.57544555, -1.02144576,\n        -0.46744597,  0.08655382,  0.64055362,  1.19455341,  1.7485532 ,\n         2.30255299]),\n <BarContainer object of 10 artists>)"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1152x288 with 2 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 34,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:38:08.350Z",
          "iopub.execute_input": "2021-06-11T01:38:08.356Z",
          "shell.execute_reply": "2021-06-11T01:38:08.504Z",
          "iopub.status.idle": "2021-06-11T01:38:08.511Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "result.plot_predict(start=1, end=60, dynamic=False)"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 35,
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 35,
      "metadata": {
        "collapsed": true,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2021-06-11T01:39:13.767Z",
          "iopub.execute_input": "2021-06-11T01:39:13.774Z",
          "iopub.status.idle": "2021-06-11T01:39:13.979Z",
          "shell.execute_reply": "2021-06-11T01:39:13.991Z"
        }
      }
    }
  ],
  "metadata": {
    "kernel_info": {
      "name": "python3"
    },
    "language_info": {
      "name": "python",
      "version": "3.6.12",
      "mimetype": "text/x-python",
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "pygments_lexer": "ipython3",
      "nbconvert_exporter": "python",
      "file_extension": ".py"
    },
    "kernelspec": {
      "argv": [
        "C:/Users/Tin Hang/Anaconda3\\python.exe",
        "-m",
        "ipykernel_launcher",
        "-f",
        "{connection_file}"
      ],
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "nteract": {
      "version": "0.28.0"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}